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Colour constancy using sub-blocks of the image

机译:使用图像子块的颜色恒定

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Colour constancy is the ability to measure the colour of objects independent of the light source, while colour casting is the presence of unwanted colour in digital images. Colour casting significantly affects the performance of image processing algorithms such as image segmentation and object recognition. The presence of large uniform background within the image considerably deteriorates the performance of many state of the art colour constancy algorithms. This paper presents a colour constancy method using the sub-blocks of the image to alleviate the effect of large uniform colour area of the scene. The proposed method divides the input image into a number of non-overlapping blocks, and Average Absolute Difference (AAD) value of each block colour component is calculated. The blocks with AAD greater than threshold values, which are empirically determined for each colour component, are considered to have sufficient colour information. The selected blocks are then used to determine the scaling factors to achieve achromatic values for the input image colour components. Comparing the performance of the proposed technique with the state of the art methods using images from three datasets shows that the proposed method outperforms the state of the art techniques in the presence of large uniform colour patches.
机译:颜色恒定性是独立于光源测量对象颜色的能力,而色偏是数字图像中存在不需要的颜色。偏色会严重影响图像处理算法(例如图像分割和对象识别)的性能。图像内大而均匀的背景的存在大大降低了许多现有技术的颜色恒定性算法的性能。本文提出了一种使用图像子块的颜色恒定性方法,以减轻场景中较大的均匀颜色区域的影响。所提出的方法将输入图像划分为多个不重叠的块,并计算每个块颜色分量的平均绝对差(AAD)值。对于每个颜色分量凭经验确定的AAD大于阈值的块被认为具有足够的颜色信息。然后,将所选块用于确定比例因子,以实现输入图像颜色分量的消色差值。使用来自三个数据集的图像,将所提出的技术的性能与最新技术方法进行比较,结果表明,在存在较大的均匀色块的情况下,所提出的方法优于最新技术。

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